PaGMO  1.1.5
noisy.h
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24 
25 #ifndef PAGMO_PROBLEM_NOISY_H
26 #define PAGMO_PROBLEM_NOISY_H
27 
28 #include <string>
29 #include <boost/functional/hash.hpp>
30 #include <boost/random/normal_distribution.hpp>
31 #include <boost/random/uniform_real_distribution.hpp>
32 
33 #include "../serialization.h"
34 #include "ackley.h"
35 #include "../types.h"
36 #include "base_stochastic.h"
37 
38 
39 
40 namespace pagmo{ namespace problem {
41 
43 
55 class __PAGMO_VISIBLE noisy : public base_stochastic
56 {
57  public:
59  enum noise_type {
60  NORMAL = 0,
61  UNIFORM = 1
62  };
63 
64  //constructors
65  noisy(const base & = ackley(1),
66  unsigned int trials = 1,
67  const double param_first = 0.0,
68  const double param_second = 0.1,
69  noise_type = NORMAL,
70  unsigned int seed = 0u);
71 
72  //copy constructor
73  noisy(const noisy &);
74  base_ptr clone() const;
75  std::string get_name() const;
76 
77  void set_noise_param(double, double);
78  double get_param_first() const;
79  double get_param_second() const;
80 
81  protected:
82  std::string human_readable_extra() const;
83  void objfun_impl(fitness_vector &, const decision_vector &) const;
84  void compute_constraints_impl(constraint_vector &, const decision_vector &) const;
85 
86  private:
87  void inject_noise_f(fitness_vector&) const;
88  void inject_noise_c(constraint_vector&) const;
89 
90  friend class boost::serialization::access;
91  template <class Archive>
92  void serialize(Archive &ar, const unsigned int)
93  {
94  ar & boost::serialization::base_object<base_stochastic>(*this);
95  ar & m_original_problem;
96  ar & const_cast<unsigned int &>(m_trials);
97  ar & m_normal_dist;
98  ar & m_uniform_dist;
99  ar & m_param_first;
100  ar & m_param_second;
101  ar & m_noise_type;
102  }
103 
104  base_ptr m_original_problem;
105  const unsigned int m_trials;
106  mutable boost::normal_distribution<double> m_normal_dist;
107  mutable boost::random::uniform_real_distribution<double> m_uniform_dist;
108  mutable boost::hash<std::vector<double> > m_decision_vector_hash;
109  double m_param_first;
110  double m_param_second;
111  noise_type m_noise_type;
112 };
113 
114 }} //namespaces
115 
116 BOOST_CLASS_EXPORT_KEY(pagmo::problem::noisy)
117 
118 #endif // PAGMO_PROBLEM_NOISY_H
Root PaGMO namespace.
boost::shared_ptr< base > base_ptr
Alias for shared pointer to base problem.
Definition: problem/base.h:62
std::vector< double > decision_vector
Decision vector type.
Definition: types.h:40
Base problem class.
Definition: problem/base.h:148
noise_type
Distribution type of the noise.
Definition: noisy.h:59
std::vector< double > fitness_vector
Fitness vector type.
Definition: types.h:42
std::vector< double > constraint_vector
Constraint vector type.
Definition: types.h:44
Base Stochastic Optimization Problem.
Noisy meta-problem.
Definition: noisy.h:55
The Ackley problem.
Definition: ackley.h:51